Learning by Autonomous Manifold Deformation with an Intrinsic Deforming Field

A self-organized geometric model is proposed for data dimension reduction to improve the robustness of manifold learning. In the model, a novel mechanism for dimension reduction is presented by the autonomous deforming of data manifolds. The autonomous deforming vector field is proposed to guide the...

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Bibliographic Details
Main Authors: Xiaodong Zhuang, Nikos Mastorakis
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Symmetry
Subjects:
Online Access:https://www.mdpi.com/2073-8994/15/11/1995

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